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Suggestion: Add optimization functions, ml algorithms under machine_learning folder #578

Description

@Navaneeth-Sharma

I would like to suggest adding Optimization functions, machine learning and deep learning algorithms in this repository. This can be added in a separate folder called machine_learning folder. Further, this folder can contain various algorithms that are used in machine learning and deep learning.

Initially, these Optimization functions can be added under machine_learning/optimization/

  • Gradient Descent
  • Stochastic Gradient Descent (SGD)
  • Mini-Batch Gradient Descent
  • Adam (Adaptive Moment Estimation)
  • RMSprop (Root Mean Square Propagation)
  • AdaGrad (Adaptive Gradient Algorithm)

And these in machine_learning/

  • Linear Regression
  • Logistic Regression
  • Decision Trees
  • Random Forest
  • Support Vector Machines (SVM)
  • K-Nearest Neighbors (K-NN)
  • Naive Bayes
  • K-Means Clustering
  • Principal Component Analysis (PCA)

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